Dataset statistics
| Number of variables | 44 |
|---|---|
| Number of observations | 216044 |
| Missing cells | 443865 |
| Missing cells (%) | 4.7% |
| Duplicate rows | 1982 |
| Duplicate rows (%) | 0.9% |
| Total size in memory | 72.5 MiB |
| Average record size in memory | 352.0 B |
Variable types
| CAT | 22 |
|---|---|
| NUM | 21 |
| BOOL | 1 |
| Dataset has 1982 (0.9%) duplicate rows | Duplicates |
UNIDADE_FEDERATIVA_CURSO is highly correlated with MUNICIPIO_CURSO and 1 other fields | High correlation |
MUNICIPIO_CURSO is highly correlated with UNIDADE_FEDERATIVA_CURSO and 1 other fields | High correlation |
REGIAO_CURSO is highly correlated with MUNICIPIO_CURSO and 1 other fields | High correlation |
ESTADO_CIVIL_ESTUDANTE has 13426 (6.2%) missing values | Missing |
COR_RACA_ESTUDANTE has 13426 (6.2%) missing values | Missing |
ESCOLARIDADE_PAI_ESTUDANTE has 13426 (6.2%) missing values | Missing |
ESCOLARIDADE_MAE_ESTUDANTE has 13426 (6.2%) missing values | Missing |
RESIDENCIA_ESTUDANTE has 13426 (6.2%) missing values | Missing |
COMPANHIA_RESIDENCIA_ESTUDANTE has 13426 (6.2%) missing values | Missing |
RENDA_FAMILIA_ESTUDANTE has 13426 (6.2%) missing values | Missing |
SITUACAO_FINANCEIRA_ESTUDANTE has 13426 (6.2%) missing values | Missing |
SITUACAO_TRABALHO_ESTUDANTE has 13426 (6.2%) missing values | Missing |
BOLSA_ESTUDO_ESTUDANTE has 13427 (6.2%) missing values | Missing |
AUXILIO_PERMANENCIA_ESTUDANTE has 13426 (6.2%) missing values | Missing |
BOLSA_ACADEMICA_ESTUDANTE has 13443 (6.2%) missing values | Missing |
ACAO_AFIRMATIVA_ESTUDANTE has 13443 (6.2%) missing values | Missing |
UNIDADE_FEDERATIVA_ESC_ENS_MEDIO has 13448 (6.2%) missing values | Missing |
CATEGORIA_ESCOLA_ENS_MEDIO has 13444 (6.2%) missing values | Missing |
MODALIDADE_ENS_MEDIO has 13443 (6.2%) missing values | Missing |
INCENTIVO_CURSO has 13444 (6.2%) missing values | Missing |
APOIO_DIFICULDADES_ESTUDANTE has 13443 (6.2%) missing values | Missing |
CURSO_SUPERIOR_FAMILIA has 13443 (6.2%) missing values | Missing |
HORAS_ESTUDO_SEMANA_ESTUDANTE has 13443 (6.2%) missing values | Missing |
MOTIVO_ESCOLHA_CURSO has 13464 (6.2%) missing values | Missing |
MOTIVO_ESCOLHA_IES has 13464 (6.2%) missing values | Missing |
RELACAO_PROFESSOR_ALUNO has 13471 (6.2%) missing values | Missing |
DEDICACAO_ESTUDOS has 13471 (6.2%) missing values | Missing |
UTILIZACAO_TICS has 13479 (6.2%) missing values | Missing |
QTDE_FUNCIONARIOS_IES has 13479 (6.2%) missing values | Missing |
PESSOAL_APOIO_IES has 13480 (6.2%) missing values | Missing |
INFRAESTRUTURA_SALAS_IES has 13481 (6.2%) missing values | Missing |
RECURSOS_AULAS_PRATICAS has 13479 (6.2%) missing values | Missing |
LOCAIS_AULAS_PRATICAS has 13479 (6.2%) missing values | Missing |
RECURSOS_BIBLIOTECA_IES has 13479 (6.2%) missing values | Missing |
BIBLIOTECA_VIRTUAL has 13479 (6.2%) missing values | Missing |
INFRAESTRUTURA_GERAL_IES has 13479 (6.2%) missing values | Missing |
Reproduction
| Analysis started | 2020-10-06 12:15:01.967220 |
|---|---|
| Analysis finished | 2020-10-06 12:19:20.991244 |
| Duration | 4 minutes and 19.02 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
CODIGO_IES
Real number (ℝ≥0)
| Distinct | 997 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1544.171599 |
|---|---|
| Minimum | 1 |
| Maximum | 19512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 344 |
| median | 621 |
| Q3 | 1753 |
| 95-th percentile | 4786 |
| Maximum | 19512 |
| Range | 19511 |
| Interquartile range (IQR) | 1409 |
Descriptive statistics
| Standard deviation | 2440.365771 |
|---|---|
| Coefficient of variation (CV) | 1.580372137 |
| Kurtosis | 19.58178376 |
| Mean | 1544.171599 |
| Median Absolute Deviation (MAD) | 458 |
| Skewness | 4.044320726 |
| Sum | 333609009 |
| Variance | 5955385.095 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 298 | 7302 | 3.4% | |
| 322 | 6542 | 3.0% | |
| 163 | 3007 | 1.4% | |
| 671 | 2912 | 1.3% | |
| 374 | 2604 | 1.2% | |
| 135 | 2457 | 1.1% | |
| 316 | 2326 | 1.1% | |
| 663 | 2173 | 1.0% | |
| 2835 | 1941 | 0.9% | |
| 1472 | 1882 | 0.9% | |
| Other values (987) | 182898 | 84.7% |
| Value | Count | Frequency (%) | |
| 1 | 510 | 0.2% | |
| 2 | 959 | 0.4% | |
| 3 | 783 | 0.4% | |
| 4 | 412 | 0.2% | |
| 5 | 693 | 0.3% |
| Value | Count | Frequency (%) | |
| 19512 | 154 | 0.1% | |
| 18759 | 84 | < 0.1% | |
| 18492 | 88 | < 0.1% | |
| 18440 | 27 | < 0.1% | |
| 17401 | 27 | < 0.1% |
CATEGORIA_ADMINISTRATIVA_IES
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8379.794297 |
|---|---|
| Minimum | 93 |
| Maximum | 17634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 93 |
|---|---|
| 5-th percentile | 118 |
| Q1 | 10002 |
| median | 10005 |
| Q3 | 10008 |
| 95-th percentile | 10008 |
| Maximum | 17634 |
| Range | 17541 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3666.826139 |
|---|---|
| Coefficient of variation (CV) | 0.4375794929 |
| Kurtosis | 1.279035506 |
| Mean | 8379.794297 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.808784183 |
| Sum | 1810404279 |
| Variance | 13445613.93 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10005 | 70835 | 32.8% | |
| 10008 | 65381 | 30.3% | |
| 10002 | 28193 | 13.0% | |
| 118 | 14284 | 6.6% | |
| 121 | 12052 | 5.6% | |
| 10001 | 8616 | 4.0% | |
| 93 | 5361 | 2.5% | |
| 115 | 3554 | 1.6% | |
| 10003 | 3554 | 1.6% | |
| 10006 | 2414 | 1.1% | |
| Other values (4) | 1800 | 0.8% |
| Value | Count | Frequency (%) | |
| 93 | 5361 | 2.5% | |
| 115 | 3554 | 1.6% | |
| 116 | 271 | 0.1% | |
| 118 | 14284 | 6.6% | |
| 121 | 12052 | 5.6% |
| Value | Count | Frequency (%) | |
| 17634 | 16 | < 0.1% | |
| 10009 | 825 | 0.4% | |
| 10008 | 65381 | 30.3% | |
| 10007 | 688 | 0.3% | |
| 10006 | 2414 | 1.1% |
ORGANIZACAO_ACADEMICA_IES
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10024.6461 |
|---|---|
| Minimum | 10019 |
| Maximum | 10028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 10019 |
|---|---|
| 5-th percentile | 10020 |
| Q1 | 10022 |
| median | 10026 |
| Q3 | 10028 |
| 95-th percentile | 10028 |
| Maximum | 10028 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.449364939 |
|---|---|
| Coefficient of variation (CV) | 0.0003440884499 |
| Kurtosis | -1.806743751 |
| Mean | 10024.6461 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.1560995008 |
| Sum | 2165764643 |
| Variance | 11.89811848 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10028 | 107137 | 49.6% | |
| 10022 | 62867 | 29.1% | |
| 10020 | 42508 | 19.7% | |
| 10026 | 3495 | 1.6% | |
| 10019 | 37 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10019 | 37 | < 0.1% | |
| 10020 | 42508 | 19.7% | |
| 10022 | 62867 | 29.1% | |
| 10026 | 3495 | 1.6% | |
| 10028 | 107137 | 49.6% |
| Value | Count | Frequency (%) | |
| 10028 | 107137 | 49.6% | |
| 10026 | 3495 | 1.6% | |
| 10022 | 62867 | 29.1% | |
| 10020 | 42508 | 19.7% | |
| 10019 | 37 | < 0.1% |
CODIGO_CURSO
Real number (ℝ≥0)
| Distinct | 4300 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 371714.1275 |
|---|---|
| Minimum | 7 |
| Maximum | 5001183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 5920 |
| Q1 | 37979 |
| median | 91897 |
| Q3 | 119916 |
| 95-th percentile | 1185675 |
| Maximum | 5001183 |
| Range | 5001176 |
| Interquartile range (IQR) | 81937 |
Descriptive statistics
| Standard deviation | 831990.5005 |
|---|---|
| Coefficient of variation (CV) | 2.238253644 |
| Kurtosis | 20.22310484 |
| Mean | 371714.1275 |
| Median Absolute Deviation (MAD) | 44191 |
| Skewness | 4.245585479 |
| Sum | 8.030660696e+10 |
| Variance | 6.92208193e+11 |
| Monotocity | Increasing |
| Value | Count | Frequency (%) | |
| 97990 | 6511 | 3.0% | |
| 97573 | 2315 | 1.1% | |
| 1164982 | 2139 | 1.0% | |
| 121093 | 1854 | 0.9% | |
| 111730 | 1315 | 0.6% | |
| 1204112 | 1004 | 0.5% | |
| 91129 | 609 | 0.3% | |
| 109418 | 500 | 0.2% | |
| 1170114 | 491 | 0.2% | |
| 37985 | 490 | 0.2% | |
| Other values (4290) | 198816 | 92.0% |
| Value | Count | Frequency (%) | |
| 7 | 34 | < 0.1% | |
| 9 | 54 | < 0.1% | |
| 12 | 35 | < 0.1% | |
| 17 | 29 | < 0.1% | |
| 20 | 19 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5001183 | 337 | 0.2% | |
| 5001180 | 10 | < 0.1% | |
| 5001053 | 5 | < 0.1% | |
| 5001021 | 5 | < 0.1% | |
| 5000980 | 84 | < 0.1% |
MODALIDADE_CURSO
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 195220 | 90.4% | |
| 0 | 20824 | 9.6% |
| Distinct | 578 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3351665.188 |
|---|---|
| Minimum | 1100023 |
| Maximum | 5300108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1100023 |
|---|---|
| 5-th percentile | 1501402 |
| Q1 | 2704302 |
| median | 3306107 |
| Q3 | 4106902 |
| 95-th percentile | 5201108 |
| Maximum | 5300108 |
| Range | 4200085 |
| Interquartile range (IQR) | 1402600 |
Descriptive statistics
| Standard deviation | 951382.9134 |
|---|---|
| Coefficient of variation (CV) | 0.283853804 |
| Kurtosis | -0.05658949689 |
| Mean | 3351665.188 |
| Median Absolute Deviation (MAD) | 694501 |
| Skewness | -0.0675573095 |
| Sum | 7.241071538e+11 |
| Variance | 9.05129448e+11 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3550308 | 15905 | 7.4% | |
| 3304557 | 8426 | 3.9% | |
| 4113700 | 8266 | 3.8% | |
| 2611606 | 5763 | 2.7% | |
| 2927408 | 5339 | 2.5% | |
| 2304400 | 5083 | 2.4% | |
| 3106200 | 5077 | 2.3% | |
| 4106902 | 4834 | 2.2% | |
| 5300108 | 4819 | 2.2% | |
| 1302603 | 4294 | 2.0% | |
| Other values (568) | 148238 | 68.6% |
| Value | Count | Frequency (%) | |
| 1100023 | 163 | 0.1% | |
| 1100049 | 357 | 0.2% | |
| 1100064 | 43 | < 0.1% | |
| 1100114 | 5 | < 0.1% | |
| 1100122 | 128 | 0.1% |
| Value | Count | Frequency (%) | |
| 5300108 | 4819 | 2.2% | |
| 5221858 | 62 | < 0.1% | |
| 5221809 | 31 | < 0.1% | |
| 5221601 | 39 | < 0.1% | |
| 5221403 | 218 | 0.1% |
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.3496834 |
|---|---|
| Minimum | 11 |
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 27 |
| median | 33 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 53 |
| Range | 42 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.502930426 |
|---|---|
| Coefficient of variation (CV) | 0.2849481452 |
| Kurtosis | -0.05299169597 |
| Mean | 33.3496834 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.03440759666 |
| Sum | 7204999 |
| Variance | 90.30568668 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 35 | 46842 | 21.7% | |
| 31 | 21717 | 10.1% | |
| 41 | 21296 | 9.9% | |
| 33 | 16859 | 7.8% | |
| 43 | 11312 | 5.2% | |
| 29 | 9802 | 4.5% | |
| 26 | 8961 | 4.1% | |
| 23 | 8410 | 3.9% | |
| 42 | 7966 | 3.7% | |
| 52 | 6952 | 3.2% | |
| Other values (17) | 55927 | 25.9% |
| Value | Count | Frequency (%) | |
| 11 | 2156 | 1.0% | |
| 12 | 1284 | 0.6% | |
| 13 | 4447 | 2.1% | |
| 14 | 530 | 0.2% | |
| 15 | 4503 | 2.1% |
| Value | Count | Frequency (%) | |
| 53 | 4819 | 2.2% | |
| 52 | 6952 | 3.2% | |
| 51 | 3277 | 1.5% | |
| 50 | 4951 | 2.3% | |
| 43 | 11312 | 5.2% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.987997815 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.04319462 |
|---|---|
| Coefficient of variation (CV) | 0.3491283075 |
| Kurtosis | -0.4013511148 |
| Mean | 2.987997815 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1290404934 |
| Sum | 645539 |
| Variance | 1.088255016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 88009 | 40.7% | |
| 2 | 51759 | 24.0% | |
| 4 | 40574 | 18.8% | |
| 5 | 19999 | 9.3% | |
| 1 | 15703 | 7.3% |
| Value | Count | Frequency (%) | |
| 1 | 15703 | 7.3% | |
| 2 | 51759 | 24.0% | |
| 3 | 88009 | 40.7% | |
| 4 | 40574 | 18.8% | |
| 5 | 19999 | 9.3% |
| Value | Count | Frequency (%) | |
| 5 | 19999 | 9.3% | |
| 4 | 40574 | 18.8% | |
| 3 | 88009 | 40.7% | |
| 2 | 51759 | 24.0% | |
| 1 | 15703 | 7.3% |
IDADE_ESTUDANTE
Real number (ℝ≥0)
| Distinct | 64 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.19434004 |
|---|---|
| Minimum | 17 |
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 23 |
| median | 25 |
| Q3 | 31 |
| 95-th percentile | 44 |
| Maximum | 89 |
| Range | 72 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.623133535 |
|---|---|
| Coefficient of variation (CV) | 0.2703781512 |
| Kurtosis | 2.801175052 |
| Mean | 28.19434004 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.641594089 |
| Sum | 6091218 |
| Variance | 58.11216489 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 22 | 26444 | 12.2% | |
| 23 | 24959 | 11.6% | |
| 24 | 21386 | 9.9% | |
| 25 | 17159 | 7.9% | |
| 21 | 16084 | 7.4% | |
| 26 | 13037 | 6.0% | |
| 27 | 10701 | 5.0% | |
| 28 | 9082 | 4.2% | |
| 29 | 7689 | 3.6% | |
| 30 | 6707 | 3.1% | |
| Other values (54) | 62796 | 29.1% |
| Value | Count | Frequency (%) | |
| 17 | 2 | < 0.1% | |
| 18 | 55 | < 0.1% | |
| 19 | 344 | 0.2% | |
| 20 | 3302 | 1.5% | |
| 21 | 16084 | 7.4% |
| Value | Count | Frequency (%) | |
| 89 | 1 | < 0.1% | |
| 85 | 2 | < 0.1% | |
| 84 | 1 | < 0.1% | |
| 83 | 1 | < 0.1% | |
| 77 | 2 | < 0.1% |
SEXO_ESTUDANTE
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| F | |
|---|---|
| M | |
| N | 7 |
| Value | Count | Frequency (%) | |
| F | 155100 | 71.8% | |
| M | 60937 | 28.2% | |
| N | 7 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
ANO_INICIO_GRADUACAO
Real number (ℝ≥0)
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.239164 |
|---|---|
| Minimum | 1980 |
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1980 |
|---|---|
| 5-th percentile | 2010 |
| Q1 | 2012 |
| median | 2012 |
| Q3 | 2013 |
| 95-th percentile | 2015 |
| Maximum | 2016 |
| Range | 36 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.567187815 |
|---|---|
| Coefficient of variation (CV) | 0.000778827807 |
| Kurtosis | 8.281298029 |
| Mean | 2012.239164 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.220117554 |
| Sum | 434732198 |
| Variance | 2.456077649 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2013 | 68218 | 31.6% | |
| 2012 | 67797 | 31.4% | |
| 2011 | 33616 | 15.6% | |
| 2014 | 14833 | 6.9% | |
| 2010 | 10088 | 4.7% | |
| 2015 | 7831 | 3.6% | |
| 2016 | 5167 | 2.4% | |
| 2009 | 3917 | 1.8% | |
| 2008 | 1952 | 0.9% | |
| 2007 | 1084 | 0.5% | |
| Other values (19) | 1541 | 0.7% |
| Value | Count | Frequency (%) | |
| 1980 | 1 | < 0.1% | |
| 1987 | 1 | < 0.1% | |
| 1990 | 2 | < 0.1% | |
| 1991 | 3 | < 0.1% | |
| 1992 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2016 | 5167 | 2.4% | |
| 2015 | 7831 | 3.6% | |
| 2014 | 14833 | 6.9% | |
| 2013 | 68218 | 31.6% | |
| 2012 | 67797 | 31.4% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| B | |
| C | 6218 |
| E | 6034 |
| D | 640 |
| Value | Count | Frequency (%) | |
| A | 150198 | 69.5% | |
| B | 39528 | 18.3% | |
| C | 6218 | 2.9% | |
| E | 6034 | 2.8% | |
| D | 640 | 0.3% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| D | |
| B | |
| C | 5440 |
| F | 3184 |
| Value | Count | Frequency (%) | |
| A | 104460 | 48.4% | |
| D | 71197 | 33.0% | |
| B | 17619 | 8.2% | |
| C | 5440 | 2.5% | |
| F | 3184 | 1.5% | |
| E | 718 | 0.3% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| D | |
|---|---|
| B | |
| C | |
| E | |
| A |
| Value | Count | Frequency (%) | |
| D | 62319 | 28.8% | |
| B | 56719 | 26.3% | |
| C | 30364 | 14.1% | |
| E | 29448 | 13.6% | |
| A | 13327 | 6.2% | |
| F | 10441 | 4.8% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| D | |
|---|---|
| B | |
| E | |
| C | |
| F |
| Value | Count | Frequency (%) | |
| D | 65774 | 30.4% | |
| B | 46808 | 21.7% | |
| E | 33227 | 15.4% | |
| C | 28426 | 13.2% | |
| F | 19471 | 9.0% | |
| A | 8912 | 4.1% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| F | 1624 |
| Value | Count | Frequency (%) | |
| B | 110093 | 51.0% | |
| C | 53517 | 24.8% | |
| A | 19594 | 9.1% | |
| D | 17022 | 7.9% | |
| F | 1624 | 0.8% | |
| E | 768 | 0.4% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| D | |
|---|---|
| C | |
| B | |
| E | |
| A | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| D | 48391 | 22.4% | |
| C | 43429 | 20.1% | |
| B | 30280 | 14.0% | |
| E | 30096 | 13.9% | |
| A | 27963 | 12.9% | |
| F | 13660 | 6.3% | |
| G | 5259 | 2.4% | |
| H | 3540 | 1.6% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| B | 59829 | 27.7% | |
| A | 42465 | 19.7% | |
| C | 36709 | 17.0% | |
| D | 26677 | 12.3% | |
| E | 20391 | 9.4% | |
| F | 13819 | 6.4% | |
| G | 2728 | 1.3% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| B | |
|---|---|
| C | |
| E | |
| A | |
| D |
| Value | Count | Frequency (%) | |
| B | 89795 | 41.6% | |
| C | 43398 | 20.1% | |
| E | 25932 | 12.0% | |
| A | 19657 | 9.1% | |
| D | 13068 | 6.0% | |
| F | 10768 | 5.0% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| E | |
| D | |
| B | |
| C |
| Value | Count | Frequency (%) | |
| A | 113178 | 52.4% | |
| E | 43274 | 20.0% | |
| D | 19059 | 8.8% | |
| B | 15497 | 7.2% | |
| C | 11610 | 5.4% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13427 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| B | |
|---|---|
| E | |
| A | |
| H | |
| C | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| B | 59762 | 27.7% | |
| E | 54767 | 25.3% | |
| A | 41687 | 19.3% | |
| H | 15042 | 7.0% | |
| C | 12935 | 6.0% | |
| G | 5951 | 2.8% | |
| I | 3454 | 1.6% | |
| F | 3207 | 1.5% | |
| D | 2476 | 1.1% | |
| J | 2262 | 1.0% | |
| (Missing) | 13427 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124298754 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13426 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| F | 6695 |
| E | 5232 |
| C | 2768 |
| D | 1809 |
| Value | Count | Frequency (%) | |
| A | 184596 | 85.4% | |
| F | 6695 | 3.1% | |
| E | 5232 | 2.4% | |
| C | 2768 | 1.3% | |
| D | 1809 | 0.8% | |
| B | 1518 | 0.7% | |
| (Missing) | 13426 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124289497 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13443 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| B | |
| F | 11629 |
| D | 7518 |
| C | 7258 |
| Value | Count | Frequency (%) | |
| A | 156000 | 72.2% | |
| B | 17240 | 8.0% | |
| F | 11629 | 5.4% | |
| D | 7518 | 3.5% | |
| C | 7258 | 3.4% | |
| E | 2956 | 1.4% | |
| (Missing) | 13443 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124446872 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13443 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| D | 14558 |
| C | 12492 |
| E | 7163 |
| F | 4167 |
| Value | Count | Frequency (%) | |
| A | 161294 | 74.7% | |
| D | 14558 | 6.7% | |
| C | 12492 | 5.8% | |
| E | 7163 | 3.3% | |
| F | 4167 | 1.9% | |
| B | 2927 | 1.4% | |
| (Missing) | 13443 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124446872 |
| Min length | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13448 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.63306778 |
|---|---|
| Minimum | 11 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 26 |
| median | 33 |
| Q3 | 35 |
| 95-th percentile | 52 |
| Maximum | 99 |
| Range | 88 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 10.24084162 |
|---|---|
| Coefficient of variation (CV) | 0.3138179251 |
| Kurtosis | 3.602394465 |
| Mean | 32.63306778 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.6922112948 |
| Sum | 6611329 |
| Variance | 104.8748371 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 35 | 39538 | 18.3% | |
| 31 | 22994 | 10.6% | |
| 33 | 14483 | 6.7% | |
| 29 | 12814 | 5.9% | |
| 41 | 12746 | 5.9% | |
| 43 | 11715 | 5.4% | |
| 26 | 9309 | 4.3% | |
| 23 | 9195 | 4.3% | |
| 52 | 7763 | 3.6% | |
| 15 | 6627 | 3.1% | |
| Other values (18) | 55412 | 25.6% | |
| (Missing) | 13448 | 6.2% |
| Value | Count | Frequency (%) | |
| 11 | 2492 | 1.2% | |
| 12 | 1392 | 0.6% | |
| 13 | 3788 | 1.8% | |
| 14 | 569 | 0.3% | |
| 15 | 6627 | 3.1% |
| Value | Count | Frequency (%) | |
| 99 | 489 | 0.2% | |
| 53 | 4076 | 1.9% | |
| 52 | 7763 | 3.6% | |
| 51 | 3591 | 1.7% | |
| 50 | 2800 | 1.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13444 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| B | |
| D | 11940 |
| E | 9053 |
| F | 364 |
| Value | Count | Frequency (%) | |
| A | 126269 | 58.4% | |
| B | 54793 | 25.4% | |
| D | 11940 | 5.5% | |
| E | 9053 | 4.2% | |
| F | 364 | 0.2% | |
| C | 181 | 0.1% | |
| (Missing) | 13444 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124456129 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13443 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| B | 15043 |
| D | 11007 |
| C | 5040 |
| E | 1628 |
| Value | Count | Frequency (%) | |
| A | 169883 | 78.6% | |
| B | 15043 | 7.0% | |
| D | 11007 | 5.1% | |
| C | 5040 | 2.3% | |
| E | 1628 | 0.8% | |
| (Missing) | 13443 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124446872 |
| Min length | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13444 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| B | |
|---|---|
| A | |
| C | |
| F | 10624 |
| G | 6004 |
| Other values (2) | 4046 |
| Value | Count | Frequency (%) | |
| B | 133177 | 61.6% | |
| A | 31812 | 14.7% | |
| C | 16937 | 7.8% | |
| F | 10624 | 4.9% | |
| G | 6004 | 2.8% | |
| D | 3552 | 1.6% | |
| E | 494 | 0.2% | |
| (Missing) | 13444 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124456129 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13443 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| C | |
|---|---|
| A | |
| G | |
| K | |
| B | 8517 |
| Other values (6) |
| Value | Count | Frequency (%) | |
| C | 93120 | 43.1% | |
| A | 52898 | 24.5% | |
| G | 14831 | 6.9% | |
| K | 13299 | 6.2% | |
| B | 8517 | 3.9% | |
| H | 7605 | 3.5% | |
| E | 5187 | 2.4% | |
| D | 3287 | 1.5% | |
| J | 2252 | 1.0% | |
| I | 895 | 0.4% | |
| (Missing) | 13443 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124446872 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13443 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| B |
| Value | Count | Frequency (%) | |
| A | 136776 | 63.3% | |
| B | 65825 | 30.5% | |
| (Missing) | 13443 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124446872 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13443 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| B | |
|---|---|
| C | |
| D | |
| E | |
| A | 5867 |
| Value | Count | Frequency (%) | |
| B | 87153 | 40.3% | |
| C | 60224 | 27.9% | |
| D | 26026 | 12.0% | |
| E | 23331 | 10.8% | |
| A | 5867 | 2.7% | |
| (Missing) | 13443 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124446872 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13464 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| E | |
|---|---|
| H | |
| A | |
| C | |
| B | |
| Other values (3) | 5954 |
| Value | Count | Frequency (%) | |
| E | 91240 | 42.2% | |
| H | 35470 | 16.4% | |
| A | 32739 | 15.2% | |
| C | 19651 | 9.1% | |
| B | 17526 | 8.1% | |
| D | 2426 | 1.1% | |
| F | 2132 | 1.0% | |
| G | 1396 | 0.6% | |
| (Missing) | 13464 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124641277 |
| Min length | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13464 |
| Missing (%) | 6.2% |
| Memory size | 1.6 MiB |
| F | |
|---|---|
| C | |
| A | |
| I | |
| B | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| F | 74709 | 34.6% | |
| C | 34912 | 16.2% | |
| A | 21799 | 10.1% | |
| I | 19763 | 9.1% | |
| B | 15815 | 7.3% | |
| E | 14204 | 6.6% | |
| H | 13057 | 6.0% | |
| G | 5230 | 2.4% | |
| D | 3091 | 1.4% | |
| (Missing) | 13464 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.124641277 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13471 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.333790782 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.07011161 |
|---|---|
| Coefficient of variation (CV) | 0.2006287186 |
| Kurtosis | 3.297839076 |
| Mean | 5.333790782 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.724441358 |
| Sum | 1080482 |
| Variance | 1.145138858 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 120449 | 55.8% | |
| 5 | 45179 | 20.9% | |
| 4 | 21689 | 10.0% | |
| 3 | 7274 | 3.4% | |
| 2 | 3726 | 1.7% | |
| 1 | 2438 | 1.1% | |
| 7 | 1119 | 0.5% | |
| 8 | 699 | 0.3% | |
| (Missing) | 13471 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 2438 | 1.1% | |
| 2 | 3726 | 1.7% | |
| 3 | 7274 | 3.4% | |
| 4 | 21689 | 10.0% | |
| 5 | 45179 | 20.9% |
| Value | Count | Frequency (%) | |
| 8 | 699 | 0.3% | |
| 7 | 1119 | 0.5% | |
| 6 | 120449 | 55.8% | |
| 5 | 45179 | 20.9% | |
| 4 | 21689 | 10.0% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13471 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.594852226 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8414383176 |
|---|---|
| Coefficient of variation (CV) | 0.1503950924 |
| Kurtosis | 7.239729532 |
| Mean | 5.594852226 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.405247269 |
| Sum | 1133366 |
| Variance | 0.7080184423 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 147088 | 68.1% | |
| 5 | 35259 | 16.3% | |
| 4 | 12166 | 5.6% | |
| 3 | 3924 | 1.8% | |
| 2 | 1864 | 0.9% | |
| 1 | 998 | 0.5% | |
| 7 | 811 | 0.4% | |
| 8 | 463 | 0.2% | |
| (Missing) | 13471 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 998 | 0.5% | |
| 2 | 1864 | 0.9% | |
| 3 | 3924 | 1.8% | |
| 4 | 12166 | 5.6% | |
| 5 | 35259 | 16.3% |
| Value | Count | Frequency (%) | |
| 8 | 463 | 0.2% | |
| 7 | 811 | 0.4% | |
| 6 | 147088 | 68.1% | |
| 5 | 35259 | 16.3% | |
| 4 | 12166 | 5.6% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.554592353 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9474646828 |
|---|---|
| Coefficient of variation (CV) | 0.1705732163 |
| Kurtosis | 6.160433457 |
| Mean | 5.554592353 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.219733755 |
| Sum | 1125166 |
| Variance | 0.8976893252 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 143423 | 66.4% | |
| 5 | 33752 | 15.6% | |
| 4 | 13327 | 6.2% | |
| 3 | 4912 | 2.3% | |
| 2 | 2626 | 1.2% | |
| 7 | 1707 | 0.8% | |
| 1 | 1703 | 0.8% | |
| 8 | 1115 | 0.5% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 1703 | 0.8% | |
| 2 | 2626 | 1.2% | |
| 3 | 4912 | 2.3% | |
| 4 | 13327 | 6.2% | |
| 5 | 33752 | 15.6% |
| Value | Count | Frequency (%) | |
| 8 | 1115 | 0.5% | |
| 7 | 1707 | 0.8% | |
| 6 | 143423 | 66.4% | |
| 5 | 33752 | 15.6% | |
| 4 | 13327 | 6.2% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.225340014 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.274758034 |
|---|---|
| Coefficient of variation (CV) | 0.2439569541 |
| Kurtosis | 2.338083155 |
| Mean | 5.225340014 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.562896469 |
| Sum | 1058471 |
| Variance | 1.625008045 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 117120 | 54.2% | |
| 5 | 40233 | 18.6% | |
| 4 | 21357 | 9.9% | |
| 3 | 9403 | 4.4% | |
| 2 | 5678 | 2.6% | |
| 1 | 5626 | 2.6% | |
| 8 | 1931 | 0.9% | |
| 7 | 1217 | 0.6% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 5626 | 2.6% | |
| 2 | 5678 | 2.6% | |
| 3 | 9403 | 4.4% | |
| 4 | 21357 | 9.9% | |
| 5 | 40233 | 18.6% |
| Value | Count | Frequency (%) | |
| 8 | 1931 | 0.9% | |
| 7 | 1217 | 0.6% | |
| 6 | 117120 | 54.2% | |
| 5 | 40233 | 18.6% | |
| 4 | 21357 | 9.9% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13480 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.188231867 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.374341435 |
|---|---|
| Coefficient of variation (CV) | 0.2648959164 |
| Kurtosis | 1.76407968 |
| Mean | 5.188231867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.446388607 |
| Sum | 1050949 |
| Variance | 1.888814379 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 115101 | 53.3% | |
| 5 | 36476 | 16.9% | |
| 4 | 20916 | 9.7% | |
| 3 | 10030 | 4.6% | |
| 2 | 7140 | 3.3% | |
| 1 | 7135 | 3.3% | |
| 7 | 3334 | 1.5% | |
| 8 | 2432 | 1.1% | |
| (Missing) | 13480 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 7135 | 3.3% | |
| 2 | 7140 | 3.3% | |
| 3 | 10030 | 4.6% | |
| 4 | 20916 | 9.7% | |
| 5 | 36476 | 16.9% |
| Value | Count | Frequency (%) | |
| 8 | 2432 | 1.1% | |
| 7 | 3334 | 1.5% | |
| 6 | 115101 | 53.3% | |
| 5 | 36476 | 16.9% | |
| 4 | 20916 | 9.7% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13481 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.116896965 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.329229707 |
|---|---|
| Coefficient of variation (CV) | 0.2597726154 |
| Kurtosis | 1.693062798 |
| Mean | 5.116896965 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.509009147 |
| Sum | 1036494 |
| Variance | 1.766851615 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 112390 | 52.0% | |
| 5 | 40601 | 18.8% | |
| 4 | 22897 | 10.6% | |
| 3 | 10920 | 5.1% | |
| 2 | 7263 | 3.4% | |
| 1 | 6624 | 3.1% | |
| 7 | 1293 | 0.6% | |
| 8 | 575 | 0.3% | |
| (Missing) | 13481 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 6624 | 3.1% | |
| 2 | 7263 | 3.4% | |
| 3 | 10920 | 5.1% | |
| 4 | 22897 | 10.6% | |
| 5 | 40601 | 18.8% |
| Value | Count | Frequency (%) | |
| 8 | 575 | 0.3% | |
| 7 | 1293 | 0.6% | |
| 6 | 112390 | 52.0% | |
| 5 | 40601 | 18.8% | |
| 4 | 22897 | 10.6% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.031106065 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.458226404 |
|---|---|
| Coefficient of variation (CV) | 0.2898421113 |
| Kurtosis | 0.9716125407 |
| Mean | 5.031106065 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.290853564 |
| Sum | 1019126 |
| Variance | 2.126424245 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 104600 | 48.4% | |
| 5 | 38786 | 18.0% | |
| 4 | 23308 | 10.8% | |
| 3 | 12218 | 5.7% | |
| 1 | 9088 | 4.2% | |
| 2 | 8905 | 4.1% | |
| 7 | 4468 | 2.1% | |
| 8 | 1192 | 0.6% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 9088 | 4.2% | |
| 2 | 8905 | 4.1% | |
| 3 | 12218 | 5.7% | |
| 4 | 23308 | 10.8% | |
| 5 | 38786 | 18.0% |
| Value | Count | Frequency (%) | |
| 8 | 1192 | 0.6% | |
| 7 | 4468 | 2.1% | |
| 6 | 104600 | 48.4% | |
| 5 | 38786 | 18.0% | |
| 4 | 23308 | 10.8% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.135359021 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.382131709 |
|---|---|
| Coefficient of variation (CV) | 0.2691402303 |
| Kurtosis | 1.407220589 |
| Mean | 5.135359021 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.381106715 |
| Sum | 1040244 |
| Variance | 1.910288062 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 109416 | 50.6% | |
| 5 | 38756 | 17.9% | |
| 4 | 21863 | 10.1% | |
| 3 | 11175 | 5.2% | |
| 2 | 8255 | 3.8% | |
| 1 | 6764 | 3.1% | |
| 7 | 4971 | 2.3% | |
| 8 | 1365 | 0.6% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 6764 | 3.1% | |
| 2 | 8255 | 3.8% | |
| 3 | 11175 | 5.2% | |
| 4 | 21863 | 10.1% | |
| 5 | 38756 | 17.9% |
| Value | Count | Frequency (%) | |
| 8 | 1365 | 0.6% | |
| 7 | 4971 | 2.3% | |
| 6 | 109416 | 50.6% | |
| 5 | 38756 | 17.9% | |
| 4 | 21863 | 10.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.264418829 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.243325417 |
|---|---|
| Coefficient of variation (CV) | 0.236175247 |
| Kurtosis | 2.434490226 |
| Mean | 5.264418829 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.601873156 |
| Sum | 1066387 |
| Variance | 1.545858093 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 120993 | 56.0% | |
| 5 | 38700 | 17.9% | |
| 4 | 19616 | 9.1% | |
| 3 | 9458 | 4.4% | |
| 2 | 6322 | 2.9% | |
| 1 | 4440 | 2.1% | |
| 8 | 1755 | 0.8% | |
| 7 | 1281 | 0.6% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 4440 | 2.1% | |
| 2 | 6322 | 2.9% | |
| 3 | 9458 | 4.4% | |
| 4 | 19616 | 9.1% | |
| 5 | 38700 | 17.9% |
| Value | Count | Frequency (%) | |
| 8 | 1755 | 0.8% | |
| 7 | 1281 | 0.6% | |
| 6 | 120993 | 56.0% | |
| 5 | 38700 | 17.9% | |
| 4 | 19616 | 9.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.26711426 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.511540392 |
|---|---|
| Coefficient of variation (CV) | 0.2869769513 |
| Kurtosis | 1.501361291 |
| Mean | 5.26711426 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.237441582 |
| Sum | 1066933 |
| Variance | 2.284754357 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 114164 | 52.8% | |
| 5 | 32602 | 15.1% | |
| 4 | 17783 | 8.2% | |
| 1 | 9303 | 4.3% | |
| 8 | 9106 | 4.2% | |
| 3 | 8877 | 4.1% | |
| 2 | 7217 | 3.3% | |
| 7 | 3513 | 1.6% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 9303 | 4.3% | |
| 2 | 7217 | 3.3% | |
| 3 | 8877 | 4.1% | |
| 4 | 17783 | 8.2% | |
| 5 | 32602 | 15.1% |
| Value | Count | Frequency (%) | |
| 8 | 9106 | 4.2% | |
| 7 | 3513 | 1.6% | |
| 6 | 114164 | 52.8% | |
| 5 | 32602 | 15.1% | |
| 4 | 17783 | 8.2% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13479 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.057028608 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.456787236 |
|---|---|
| Coefficient of variation (CV) | 0.2880717807 |
| Kurtosis | 1.081372596 |
| Mean | 5.057028608 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.400577985 |
| Sum | 1024377 |
| Variance | 2.122229051 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 114511 | 53.0% | |
| 5 | 33776 | 15.6% | |
| 4 | 20693 | 9.6% | |
| 3 | 11999 | 5.6% | |
| 2 | 9504 | 4.4% | |
| 1 | 9121 | 4.2% | |
| 7 | 2155 | 1.0% | |
| 8 | 806 | 0.4% | |
| (Missing) | 13479 | 6.2% |
| Value | Count | Frequency (%) | |
| 1 | 9121 | 4.2% | |
| 2 | 9504 | 4.4% | |
| 3 | 11999 | 5.6% | |
| 4 | 20693 | 9.6% | |
| 5 | 33776 | 15.6% |
| Value | Count | Frequency (%) | |
| 8 | 806 | 0.4% | |
| 7 | 2155 | 1.0% | |
| 6 | 114511 | 53.0% | |
| 5 | 33776 | 15.6% | |
| 4 | 20693 | 9.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_INICIO_GRADUACAO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 35 | F | 2010 | C | B | B | C | B | H | C | C | D | A | E | F | A | 51.0 | A | B | A | G | A | E | H | G | 6.0 | 6.0 | 6.0 | 1.0 | 1.0 | 5.0 | 4.0 | 4.0 | 1.0 | 1.0 | 3.0 |
| 1 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 24 | F | 2013 | A | C | B | B | D | B | A | A | A | H | E | A | A | 51.0 | A | A | A | H | B | C | E | A | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 |
| 2 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 21 | F | 2013 | A | A | B | A | F | A | B | B | B | A | A | C | A | 35.0 | D | A | D | B | B | C | H | I | 4.0 | 5.0 | 4.0 | 4.0 | 1.0 | 5.0 | 7.0 | 7.0 | 5.0 | 4.0 | 5.0 |
| 3 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 30 | F | 2012 | B | A | F | F | C | E | A | C | A | A | A | A | A | 51.0 | B | A | B | K | A | B | E | I | 5.0 | 6.0 | 6.0 | 4.0 | 4.0 | 4.0 | 3.0 | 5.0 | 4.0 | 4.0 | 4.0 |
| 4 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 23 | F | 2013 | A | D | D | C | B | D | B | A | A | A | F | B | E | 50.0 | A | A | B | C | A | C | A | A | 6.0 | 6.0 | 6.0 | 6.0 | 2.0 | 4.0 | 5.0 | 5.0 | 3.0 | 2.0 | 5.0 |
| 5 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 23 | M | 2013 | A | B | D | E | B | D | D | D | D | A | A | A | D | 51.0 | A | A | A | G | A | D | E | A | 1.0 | 2.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 6 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 43 | F | 2013 | A | A | D | C | B | B | C | C | A | A | A | C | A | 51.0 | A | B | C | C | A | D | A | A | 4.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 | 5.0 | 5.0 | 6.0 | 6.0 | 6.0 |
| 7 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 24 | F | 2013 | B | D | C | C | A | C | A | B | A | A | E | F | A | 51.0 | A | A | C | K | A | B | B | A | 5.0 | 6.0 | 6.0 | 5.0 | 8.0 | 6.0 | 6.0 | 6.0 | 5.0 | 5.0 | 3.0 |
| 8 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 22 | F | 2012 | A | D | B | D | B | C | B | C | D | A | A | A | C | 51.0 | A | B | B | C | B | B | H | A | 3.0 | 6.0 | 6.0 | 2.0 | 1.0 | 4.0 | 2.0 | 2.0 | 4.0 | 3.0 | 5.0 |
| 9 | 1 | 10002 | 10028 | 7 | 1 | 5103403 | 51 | 5 | 31 | F | 2012 | E | D | D | C | C | C | B | B | A | A | A | E | D | 51.0 | A | A | C | K | A | B | A | F | 4.0 | 6.0 | 5.0 | 3.0 | 1.0 | 2.0 | 1.0 | 1.0 | 4.0 | 8.0 | 2.0 |
Last rows
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_INICIO_GRADUACAO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 216034 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 24 | M | 2014 | A | A | D | E | D | A | E | B | A | E | A | A | A | 32.0 | B | A | A | A | A | D | E | I | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 216035 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 24 | F | 2014 | A | A | E | F | B | B | G | B | B | B | A | A | A | 33.0 | B | A | B | C | A | E | E | G | 4.0 | 6.0 | 6.0 | 6.0 | 4.0 | 6.0 | 6.0 | 6.0 | 5.0 | 6.0 | 6.0 |
| 216036 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 25 | F | 2014 | A | A | F | E | A | A | G | B | A | E | A | B | A | 31.0 | B | A | B | C | A | D | E | F | 5.0 | 6.0 | 6.0 | 4.0 | 6.0 | 6.0 | 6.0 | 6.0 | 3.0 | 6.0 | 2.0 |
| 216037 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 24 | F | 2014 | A | A | D | E | B | E | E | B | A | E | A | A | A | 33.0 | B | A | B | A | A | D | E | H | 5.0 | 6.0 | 6.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 4.0 | 1.0 | 5.0 |
| 216038 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 24 | F | 2014 | A | D | F | E | D | A | G | B | A | B | A | A | A | 43.0 | B | A | B | G | A | E | E | G | 6.0 | 6.0 | 4.0 | 4.0 | 4.0 | 4.0 | 6.0 | 6.0 | 6.0 | 2.0 | 6.0 |
| 216039 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 25 | M | 2014 | A | A | F | F | B | C | E | B | A | E | A | A | A | 24.0 | B | A | B | C | A | E | E | G | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 |
| 216040 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 29 | F | 2014 | A | A | A | D | D | A | C | B | A | C | E | D | D | 31.0 | B | A | B | C | B | C | H | I | 5.0 | 6.0 | 4.0 | 5.0 | 2.0 | 5.0 | 5.0 | 4.0 | 4.0 | 3.0 | 3.0 |
| 216041 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 32 | F | 2014 | A | A | D | F | C | C | E | C | D | E | A | A | A | 33.0 | B | A | B | A | A | E | E | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 216042 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 32 | F | 2014 | B | A | D | D | C | C | F | A | A | E | A | A | A | 33.0 | B | A | A | A | A | C | D | G | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 |
| 216043 | 163 | 10005 | 10028 | 5001183 | 1 | 3304557 | 33 | 3 | 28 | M | 2014 | A | A | F | E | B | C | F | B | A | B | A | A | A | 31.0 | E | A | B | A | A | C | H | F | 5.0 | 6.0 | 5.0 | 5.0 | 5.0 | 5.0 | 6.0 | 6.0 | 6.0 | 5.0 | 6.0 |
Most frequent
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_INICIO_GRADUACAO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 19 | 10008 | 10028 | 1631 | 1 | 3509502 | 35 | 3 | 24 | M | 2013 | A | A | D | D | B | C | C | B | A | C | E | B | E | 35.0 | B | A | B | C | B | C | E | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 1 | 190 | 10008 | 10022 | 5345 | 1 | 3304557 | 33 | 3 | 25 | F | 2011 | A | A | F | F | B | D | G | B | A | B | A | A | A | 33.0 | B | A | B | G | A | C | E | G | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 2 | 322 | 10008 | 10028 | 121093 | 0 | 3550308 | 35 | 3 | 31 | F | 2013 | A | D | D | D | C | D | A | E | D | B | A | A | A | 15.0 | A | A | A | A | A | C | E | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 3 | 322 | 10008 | 10028 | 5000418 | 1 | 3550308 | 35 | 3 | 21 | F | 2013 | A | D | D | B | B | F | B | C | D | C | A | A | E | 35.0 | B | A | B | C | A | B | H | C | 6.0 | 6.0 | 6.0 | 6.0 | 7.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 4 | 374 | 118 | 10020 | 114411 | 1 | 3550308 | 35 | 3 | 20 | F | 2014 | A | A | B | B | B | F | B | B | A | I | A | A | A | 35.0 | A | A | B | C | A | B | H | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 5 | 506 | 10008 | 10022 | 10289 | 1 | 3301009 | 33 | 3 | 37 | M | 2011 | A | A | B | D | B | C | E | E | E | B | A | A | A | 33.0 | A | B | B | C | A | B | E | C | 4.0 | 4.0 | 6.0 | 6.0 | 5.0 | 6.0 | 2.0 | 2.0 | 6.0 | 6.0 | 6.0 | 2 |
| 6 | 1244 | 10005 | 10022 | 86356 | 1 | 3205309 | 32 | 3 | 23 | F | 2010 | A | A | D | D | B | B | E | B | A | E | A | D | A | 32.0 | D | A | B | C | A | C | B | I | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 7 | 1430 | 10008 | 10020 | 49227 | 1 | 4115200 | 41 | 4 | 22 | F | 2012 | A | A | D | C | B | D | B | B | A | B | A | A | A | 41.0 | A | A | A | C | B | B | H | B | 8.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 8 | 2147 | 118 | 10022 | 98746 | 1 | 1302603 | 13 | 1 | 22 | F | 2012 | A | D | D | E | B | E | B | B | A | E | A | A | A | 13.0 | A | A | B | A | A | B | E | B | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 9 | 3194 | 10005 | 10022 | 1110869 | 1 | 3106200 | 31 | 3 | 26 | F | 2012 | A | A | B | B | B | D | E | E | E | B | A | A | A | 31.0 | A | A | B | A | B | D | A | B | 5.0 | 6.0 | 6.0 | 5.0 | 5.0 | 5.0 | 4.0 | 4.0 | 4.0 | 8.0 | 5.0 | 2 |